Belief Networks
- 1
- Association for Uncertainty in Artificial Intelligence
- Main association for belief network researchers. Runs the annual Uncertainty in Artificial Intelligence (UAI) conferences, and the UAI mailing list.
- 2
- B-Course - Dependence and classification modeling
- A free, interactive tutorial on Bayesian modeling, in particular dependence and classification modeling.
- 3
- Belief Networks and Variational Methods : Amos Storkey
- Dynamic Trees are mixtures of tree structured belief networks, and are used as models for image segmentation and tracking.
- 4
- Belief Revision
- Software, publications, teaching material, and news on belief revision - from the Business and Technology Research Laboratory at the University of Newcastle, Australia
- 6
- Daphne's Approximate Group of Students (DAGS)
- Daphne Koller's research group on probabilistic representation, reasoning, and learning at Stanford University
- 7
- Learning Bayesian Networks from Data
- Slides and additional notes from a tutorial by Nir Friedman and Daphne Koller on automated learning of belief networks, given at the Neural Information Processing Systems (NIPS-2001) conference
- 8
- Qualitative Verbal Explanations in Bayesian Belief Networks
- Paper about combining probabilistic models and human-intuitive approaches to modeling uncertainty by generating qualitative verbal explanations of reasoning.
- 9
- Query DAGs: A Practical Paradigm for Implementing Belief-Network Inference
- Article published in JAIR (Journal of AI Research) about a way to implement belief networks by compiling networks into arithmetic expressions and then answering queries using an evaluation algorithm.
- 10
- BAT (Bayesian Automated Taxi) project
- Developing next generation real-time decision making tools for vision-guided automated intelligent cars.
- 11
- Heart Disease Program
- Designed to act as an intellectual sounding board, assisting diagnosis and anticipating the effects of therapy for cardiovascular disorders.
- 12
- AgenaRisk
- Bayesian network, simulation and risk analysis software. Supports exact and approximate inference in hybrid and dynamic networks for decision support, diagnosis, statistical learning and prediction applications.
- 13
- BayesiaLab
- Bayesian network laboratory producing a broad set of tools for structure learning, analysis, adaptive questionnaires, and dynamic Bayesian networks
- 14
- Bayesian Network Toolbox (BNT)
- Kevin Murphy's MATLAB toolbox - supports dynamic BNs, decision networks, many exact and approximate inference algorithms, parameter estimation, and structure learning
- 15
- Bayesian Network tools in Java (BNJ)
- Open-source suite of software tools for research and development using graphical models of probability, published by Kansas State University Laboratory for Knowledge Discovery in Databases (KDD)
- 16
- Bayesline
- Very generic and free (LGPL) Belief Network Framework in C++ - supports a broad range of knowledge and dependency types for network variables and clusters of variables
- 17
- DecsionQ Bayesian Predictive Analysis Software
- A data mining software company that has a fully automated data modeling and predictive analytics package.
- 18
- IBAyes
- A probabilistic reasoning tool that allows its user to model uncertain situations and to perform inference using Bayesian networks and its variants such as Influence Nets. The tool is developed by the Artificial Intelligence Lab @ IBA and currently works in Windows environment.
- 20
- Knowledge Industries, Inc.
- Builds and licenses diagnostic software based upon Bayesian Belief Networks for medical, industrial and management applications. Software includes editors/compilers, test/review tools and inference engines embeddable in stand-alone and web-based applications.
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